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## Rows: 940 Columns: 15
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): ActivityDate
## dbl (14): Id, TotalSteps, TotalDistance, TrackerDistance, LoggedActivitiesDi...
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## [1] 940 15
## [1] 413 5
## [1] 67 8
## [1] 0
## [1] 0
## [1] 65
## Id Date WeightKg WeightPounds Fat
## 0 0 0 0 65
## BMI IsManualReport LogId
## 0 0 0
## Id Date WeightKg WeightPounds BMI IsManualReport
## 1 1503960366 5/2/2016 11:59:59 PM 52.6 115.9631 22.65 TRUE
## 2 1503960366 5/3/2016 11:59:59 PM 52.6 115.9631 22.65 TRUE
## 3 1927972279 4/13/2016 1:08:52 AM 133.5 294.3171 47.54 FALSE
## 4 2873212765 4/21/2016 11:59:59 PM 56.7 125.0021 21.45 TRUE
## 5 2873212765 5/12/2016 11:59:59 PM 57.3 126.3249 21.69 TRUE
## 6 4319703577 4/17/2016 11:59:59 PM 72.4 159.6147 27.45 TRUE
## LogId
## 1 1.462234e+12
## 2 1.462320e+12
## 3 1.460510e+12
## 4 1.461283e+12
## 5 1.463098e+12
## 6 1.460938e+12
## [1] 0
## [1] 3
## [1] 0
## tibble [940 × 16] (S3: tbl_df/tbl/data.frame)
## $ Id : num [1:940] 1.5e+09 1.5e+09 1.5e+09 1.5e+09 1.5e+09 ...
## $ ActivityDate : chr [1:940] "4/12/2016" "4/13/2016" "4/14/2016" "4/15/2016" ...
## $ TotalSteps : num [1:940] 13162 10735 10460 9762 12669 ...
## $ TotalDistance : num [1:940] 8.5 6.97 6.74 6.28 8.16 ...
## $ TrackerDistance : num [1:940] 8.5 6.97 6.74 6.28 8.16 ...
## $ LoggedActivitiesDistance: num [1:940] 0 0 0 0 0 0 0 0 0 0 ...
## $ VeryActiveDistance : num [1:940] 1.88 1.57 2.44 2.14 2.71 ...
## $ ModeratelyActiveDistance: num [1:940] 0.55 0.69 0.4 1.26 0.41 ...
## $ LightActiveDistance : num [1:940] 6.06 4.71 3.91 2.83 5.04 ...
## $ SedentaryActiveDistance : num [1:940] 0 0 0 0 0 0 0 0 0 0 ...
## $ VeryActiveMinutes : num [1:940] 25 21 30 29 36 38 42 50 28 19 ...
## $ FairlyActiveMinutes : num [1:940] 13 19 11 34 10 20 16 31 12 8 ...
## $ LightlyActiveMinutes : num [1:940] 328 217 181 209 221 164 233 264 205 211 ...
## $ SedentaryMinutes : num [1:940] 728 776 1218 726 773 ...
## $ Calories : num [1:940] 1985 1797 1776 1745 1863 ...
## $ Weekday : chr [1:940] "Tuesday" "Wednesday" "Thursday" "Friday" ...
## [1] 33
## [1] 24
## [1] 8
## # A tibble: 5 × 2
## Id `Manual Weight Report`
## <dbl> <int>
## 1 1503960366 2
## 2 2873212765 2
## 3 4319703577 2
## 4 4558609924 5
## 5 6962181067 30
## Id ActivityDate TotalSteps TotalDistance TrackerDistance
## 13 1503960366 5/9/2016 12022 7.72 7.72
## 14 1503960366 5/9/2016 12022 7.72 7.72
## 15 1503960366 5/9/2016 12022 7.72 7.72
## 16 1503960366 5/9/2016 12022 7.72 7.72
## 17 1503960366 5/9/2016 12022 7.72 7.72
## 18 1503960366 5/9/2016 12022 7.72 7.72
## LoggedActivitiesDistance VeryActiveDistance ModeratelyActiveDistance
## 13 0 3.45 0.53
## 14 0 3.45 0.53
## 15 0 3.45 0.53
## 16 0 3.45 0.53
## 17 0 3.45 0.53
## 18 0 3.45 0.53
## LightActiveDistance SedentaryActiveDistance VeryActiveMinutes
## 13 3.74 0 46
## 14 3.74 0 46
## 15 3.74 0 46
## 16 3.74 0 46
## 17 3.74 0 46
## 18 3.74 0 46
## FairlyActiveMinutes LightlyActiveMinutes SedentaryMinutes Calories Weekday
## 13 11 206 835 1819 Monday
## 14 11 206 835 1819 Monday
## 15 11 206 835 1819 Monday
## 16 11 206 835 1819 Monday
## 17 11 206 835 1819 Monday
## 18 11 206 835 1819 Monday
## SleepDay TotalSleepRecords TotalMinutesAsleep TotalTimeInBed
## 13 4/23/2016 12:00:00 AM 1 361 384
## 14 4/23/2016 12:00:00 AM 1 361 384
## 15 4/24/2016 12:00:00 AM 1 430 449
## 16 4/24/2016 12:00:00 AM 1 430 449
## 17 4/25/2016 12:00:00 AM 1 277 323
## 18 4/25/2016 12:00:00 AM 1 277 323
## Date WeightKg WeightPounds BMI IsManualReport LogId
## 13 5/3/2016 11:59:59 PM 52.6 115.9631 22.65 TRUE 1.462320e+12
## 14 5/2/2016 11:59:59 PM 52.6 115.9631 22.65 TRUE 1.462234e+12
## 15 5/3/2016 11:59:59 PM 52.6 115.9631 22.65 TRUE 1.462320e+12
## 16 5/2/2016 11:59:59 PM 52.6 115.9631 22.65 TRUE 1.462234e+12
## 17 5/3/2016 11:59:59 PM 52.6 115.9631 22.65 TRUE 1.462320e+12
## 18 5/2/2016 11:59:59 PM 52.6 115.9631 22.65 TRUE 1.462234e+12
## Weekday TotalSteps TotalDistance VeryActiveMinutes
## Monday :4352 Min. : 0 Min. : 0.00 Min. : 0.00
## Tuesday :5440 1st Qu.: 5908 1st Qu.: 3.91 1st Qu.: 0.00
## Wednesday:5440 Median :10320 Median : 6.82 Median : 18.00
## Thursday :5414 Mean : 9657 Mean : 6.49 Mean : 23.73
## Friday :4352 3rd Qu.:12207 3rd Qu.: 8.35 3rd Qu.: 38.00
## Saturday :4352 Max. :20031 Max. :13.24 Max. :210.00
## Sunday :4352
## FairlyActiveMinutes LightlyActiveMinutes SedentaryMinutes Calories
## Min. : 0.00 Min. : 0.0 Min. : 0.0 Min. : 0
## 1st Qu.: 4.00 1st Qu.:199.0 1st Qu.: 634.0 1st Qu.:1850
## Median :15.00 Median :243.0 Median : 683.0 Median :2039
## Mean :18.32 Mean :241.5 Mean : 689.4 Mean :2011
## 3rd Qu.:33.00 3rd Qu.:295.0 3rd Qu.: 731.0 3rd Qu.:2173
## Max. :74.00 Max. :432.0 Max. :1440.0 Max. :4552
##
## TotalMinutesAsleep TotalTimeInBed WeightPounds
## Min. : 59.0 Min. : 65.0 Min. :116.0
## 1st Qu.:411.0 1st Qu.:424.0 1st Qu.:134.9
## Median :442.0 Median :457.0 Median :135.6
## Mean :437.5 Mean :456.3 Mean :138.6
## 3rd Qu.:476.0 3rd Qu.:497.0 3rd Qu.:136.5
## Max. :750.0 Max. :775.0 Max. :294.3
##
## # A tibble: 6 × 2
## # Groups: Id [6]
## Id n
## <dbl> <int>
## 1 1503960366 30
## 2 1624580081 6
## 3 1644430081 16
## 4 1927972279 2
## 5 2022484408 28
## 6 2320127002 2
## Id ActivityHour StepTotal Hour
## 1 1503960366 2016-04-12 00:00:00 373 00
## 2 1503960366 2016-04-12 01:00:00 160 01
## 3 1503960366 2016-04-12 02:00:00 151 02
## 4 1503960366 2016-04-12 03:00:00 0 03
## 5 1503960366 2016-04-12 04:00:00 0 04
## 6 1503960366 2016-04-12 05:00:00 0 05
## `geom_smooth()` using formula 'y ~ x'
## Steps Vs. Active Minutes
## `geom_smooth()` using formula 'y ~ x'